{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'TCHEM_INSTALL_PATHexample/runs/PlugFlowReactor/CH4-PTnogas_SA'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "os.getcwd() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pressure, Temperature, phi(stoichiometric ratio)\n",
    "one_atm = 101325\n",
    "\n",
    "TempMin = 800\n",
    "TempMax = 900\n",
    "\n",
    "PressureMax = 1*one_atm; # atm\n",
    "PressureMin = 1*one_atm; # atm\n",
    "\n",
    "CH4Min = 4; # \n",
    "CH4Max = 8; # \n",
    "\n",
    "velMin = 1.9e-3\n",
    "velMax = 1.9e-3*2\n",
    "\n",
    "nC=1\n",
    "fuel ='CH4(2)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Nvel = 2\n",
    "Npt = 2\n",
    "Npphi = 2\n",
    "N = Nvel*Npt*Npphi\n",
    "pressure    = [1] #, np.linspace(PressureMin, PressureMax, Npp) #\n",
    "temperature = np.linspace(TempMin, TempMax,Npt)\n",
    "ch4_mole     = [CH4Min, CH4Max]#np.linspace(phiMin, phiMax,Npphi)\n",
    "velocity = [velMin,velMax]\n",
    "vel, temp, ch4 = np.meshgrid(velocity, temperature,ch4_mole)\n",
    "\n",
    "vel    = vel.reshape(np.size(vel)) #flatten()\n",
    "temp = temp.reshape(np.size(temp))#flatten()\n",
    "ch4  = ch4.reshape(np.size(ch4))#flatten()\n",
    "sample = np.zeros([N,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xk = np.array([4, 16, 80])/100 # CH4 O2  N2\n",
    "Wk = np.array([16.04, 32, 28]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def MoleFraction2MassFraction(Xk):\n",
    "    return Xk*Wk/np.sum(Xk*Wk) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(N):\n",
    "    sample[i,0] = temp[i]\n",
    "    sample[i,1] = one_atm\n",
    "    Xk[0] =  ch4[i]/1e2 # update CH4\n",
    "    Xk[2] = 1 - Xk[0] - Xk[1] # update N2 \n",
    "    Yk = MoleFraction2MassFraction(Xk)\n",
    "    sample[i,2] = Yk[0]\n",
    "    sample[i,3] = Yk[1]\n",
    "    sample[i,4] = Yk[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'inputs/'\n",
    "header_fuel = \"T P \"+fuel+\" O2(3) N2\"\n",
    "np.savetxt(filename+'sample.dat', sample, header=header_fuel, comments='')\n",
    "\n",
    "# np.savetxt(filename+'sampleMarkDown.dat', sample,fmt='%10.5f', header=header_fuel, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "header_site ='X(1) OX(7)'\n",
    "sampleSurf = np.ones([N,2])\n",
    "sampleSurf[:,0] = 0.1\n",
    "sampleSurf[:,1] = 0.9\n",
    "\n",
    "np.savetxt(filename+'inputSurf.dat', sampleSurf, header=header_site, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampleVel = vel\n",
    "np.savetxt(filename+'inputVelocity.dat', sampleVel, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Samples 8\n",
      "16008 42\n"
     ]
    }
   ],
   "source": [
    "data = np.genfromtxt(\"PFRSolution.dat\", dtype=str)\n",
    "Header = (data[0,:]).tolist()\n",
    "solTchem = (data[1:,:]).astype(np.float)\n",
    "niterT, Nvars = np.shape(solTchem)\n",
    "Nsamples = len(np.where(solTchem[:,0]==-1)[0])\n",
    "print('Number of Samples',Nsamples)\n",
    "print(niterT, Nvars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "solTchem = solTchem.reshape( int(niterT/Nsamples), Nsamples,Nvars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample No:0 $X_{CH_4}$ : 4 Temp: 800.0 Vel: 0.0019\n",
      "Sample No:1 $X_{CH_4}$ : 8 Temp: 800.0 Vel: 0.0019\n",
      "Sample No:2 $X_{CH_4}$ : 4 Temp: 800.0 Vel: 0.0038\n",
      "Sample No:3 $X_{CH_4}$ : 8 Temp: 800.0 Vel: 0.0038\n",
      "Sample No:4 $X_{CH_4}$ : 4 Temp: 900.0 Vel: 0.0019\n",
      "Sample No:5 $X_{CH_4}$ : 8 Temp: 900.0 Vel: 0.0019\n",
      "Sample No:6 $X_{CH_4}$ : 4 Temp: 900.0 Vel: 0.0038\n",
      "Sample No:7 $X_{CH_4}$ : 8 Temp: 900.0 Vel: 0.0038\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('Temperature[K]')]\n",
    "    print('Sample No:'+str(sp)+' $X_{CH_4}$ : '+str(ch4[sp])+' Temp: '+str(temp[sp]) +' Vel: '+str(vel[sp]) ) \n",
    "    plt.plot(x*100,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Temperature [K]')\n",
    "plt.xlim([0, 2.0])\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('TempSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('CH4(2)')]\n",
    "    plt.plot(x*100,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.xlim([0, 1.5])\n",
    "plt.ylabel('Mass Fraction $CH_4$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('CH4SamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('O2(3)')]\n",
    "    plt.plot(x*100,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.xlim([0, 1.5])\n",
    "plt.ylabel('Mass Fraction $O_2$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('O2SamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('CO(14)')]\n",
    "    plt.plot(x*1e2,y1,'-',label='No: '+str(sp))\n",
    "plt.xlim([0, 2.49])  \n",
    "plt.ylim([0, 0.015])  \n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Mass Fraction $CO$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('COSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('OH(D)(27)')]\n",
    "    plt.plot(x*1e2,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.xlim([0, 1.5]) \n",
    "plt.ylabel('Mass Fraction $OH$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('OHSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('X(1)')]\n",
    "    plt.plot(x*1e2,y1,'-',label='No: '+str(sp))\n",
    "plt.xlim([0, 2.])     \n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Site Fraction $X$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('XSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('OX(7)')]\n",
    "    plt.plot(x*1e2,y1,'-',label='No: '+str(sp))\n",
    "plt.xlim([0, 2.])      \n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Site Fraction $OX$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('OXSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]\n",
    "    y1 = solTchem[:,sp,  Header.index('CH4X(19)')]\n",
    "    plt.plot(x*1e2,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.xlim([0, 1.5]) \n",
    "plt.ylabel('Site Fraction $CH4X$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.savefig('CH4XSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
